{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "98b11735-582b-41bd-b197-09afe1e21d72",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据清洗完成！\n",
      "数据时间范围：2013-06-18 00:00:00 至 2025-09-08 00:00:00\n",
      "有效交易天数：2502 天\n",
      "\n",
      "=== 数据质量检查 ===\n",
      "原始数据条数: 11840\n",
      "SZEA品类数据条数: 2502\n",
      "数据完整性: 21.1%\n",
      "\n",
      "=== 聚焦分析：最近一年数据 (173个交易日) ===\n",
      "分析时间范围：2024-09-09 至 2025-09-08\n",
      "\n",
      "价格统计特征:\n",
      "- 价格范围: 35.29 - 65.55 元/吨\n",
      "- 中位数: 46.01 元/吨\n",
      "- 标准差: 3.25 元/吨 (波动率指标)\n",
      "\n",
      "---【近期市场状态分析】---\n",
      "当前价格: 46.01 元/吨\n",
      "近期均价 (30日): 46.32 元/吨\n",
      "市场技术面观察: 价格在30日均线附近震荡，偏离幅度-0.7%\n",
      "\n",
      "---【市场健康度分析】---\n",
      "价量相关性: -0.0174\n",
      "解读: 价量关系不显著，市场可能处于信息消化或观望阶段\n",
      "\n",
      "---【交易活跃度分析】---\n",
      "平均日成交量: 17501 吨\n",
      "最活跃交易日: 2024-12-27 (成交量: 279459 吨)\n",
      "解读: 存在异常活跃交易日，可能由政策发布或大型企业履约驱动\n",
      "\n",
      "识别到的高成交量月份(可能对应履约期):\n",
      "- 2024-10: 月均成交量 17245 吨\n",
      "- 2024-12: 月均成交量 42589 吨\n",
      "- 2025-01: 月均成交量 58312 吨\n",
      "- 2025-08: 月均成交量 40289 吨\n",
      "\n",
      "---【月度规律分析 (最近6个月)】---\n",
      "2025-04: 均价45.95元, 总量30804吨\n",
      "2025-05: 均价44.25元, 总量97505吨\n",
      "2025-06: 均价43.88元, 总量126046吨\n",
      "2025-07: 均价47.54元, 总量337952吨\n",
      "2025-08: 均价46.13元, 总量1007223吨\n",
      "2025-09: 均价46.53元, 总量12125吨\n",
      "近期交易最活跃月份: 2025-08\n",
      "\n",
      "---【林业碳汇联动碳市场分析】---\n",
      "假设管理10万亩林地：\n",
      "- 年碳汇量（CCER）：3.36 万吨\n",
      "- 年碳资产价值：17.34 万元\n",
      "- 典型企业履约成本节约：17.34 万元\n",
      "\n",
      "=== 分析总结（含林业碳汇联动） ===\n",
      "1. 市场技术面: 价格在30日均线附近震荡，偏离幅度-0.7%\n",
      "2. 市场健康度: 一般\n",
      "3. 交易活跃度: 活跃\n",
      "4. 履约期识别: 识别到4个高成交量月份，可能对应企业履约期\n",
      "5. 林业碳汇联动价值: 10万亩林地年碳资产价值约17.34万元，可帮助企业节约履约成本17.34万元\n",
      "\n",
      "=== 重要市场洞察（含林业碳汇） ===\n",
      "• 市场呈现明显的季节性交易规律，识别出可能的履约期集中交易特征\n",
      "• 价量关系分析为判断市场参与度和趋势健康度提供了量化依据\n",
      "• 技术指标显示当前市场处于相对稳定的交易区间\n",
      "• 林业碳汇可通过CCER机制转化为碳资产，为控排企业提供履约成本优化路径\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\等\\AppData\\Local\\Temp\\ipykernel_28620\\1711387969.py:248: UserWarning: No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
      "  plt.legend(loc='upper right',fontsize=10)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "=== 分析总结 ===\n",
      "1. 市场技术面: 价格在30日均线附近震荡，偏离幅度-0.7%\n",
      "2. 市场健康度: 一般\n",
      "3. 交易活跃度: 活跃\n",
      "4. 履约期识别: 识别到4个高成交量月份，可能对应企业履约期\n",
      "\n",
      "=== 重要市场洞察 ===\n",
      "• 市场呈现明显的季节性交易规律，识别出可能的履约期集中交易特征\n",
      "• 价量关系分析为判断市场参与度和趋势健康度提供了量化依据\n",
      "• 技术指标显示当前市场处于相对稳定的交易区间\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 业务目标：本分析旨在为碳市场参与者提供市场动态洞察，支持合规策略和碳资产管理决策\n",
    "\n",
    "# 1. 加载数据\n",
    "file_path = 'D:\\\\绿色金融学习\\\\交易数据\\\\深圳排放权交易所交易数据_20250909.xlsx'\n",
    "df = pd.read_excel(file_path)\n",
    "\n",
    "# 2. 数据清洗-聚焦SZEA品类（深圳碳配额，市场交易核心）\n",
    "df_szea = df[df['一级分类'] == 'SZEA'].copy()\n",
    "\n",
    "# 3. 处理日期索引\n",
    "df_szea['交易日期'] = pd.to_datetime(df_szea['交易日期'])\n",
    "df_szea.set_index('交易日期', inplace=True)\n",
    "\n",
    "# 过滤有效数据（清除无效记录，确保分析可靠性）\n",
    "df_szea = df_szea[\n",
    "    (df_szea['成交均价'] > 0) & \n",
    "    (df_szea['成交量'] > 0) &\n",
    "    (df_szea['成交均价'].notna()) & \n",
    "    (df_szea['成交量'].notna())\n",
    "].copy()\n",
    "\n",
    "# 按日期聚合函数\n",
    "# 清理“同一日期多条数据”的情况\n",
    "def merge_daily_data(group):\n",
    "    '''按日期分组聚合，计算成交量加权平均价（更准确反映当日交易成本）'''\n",
    "    weighted_price = (group['成交均价'] * group['成交量']).sum() / group['成交量'].sum()\n",
    "    total_volume = group['成交量'].sum()\n",
    "    return pd.Series({\n",
    "        '成交均价': weighted_price,\n",
    "        '成交量': total_volume\n",
    "    })\n",
    "\n",
    "# 执行数据聚合\n",
    "df_szea = df_szea.groupby(level=0).apply(merge_daily_data).reset_index()\n",
    "df_szea['交易日期'] = pd.to_datetime(df_szea['交易日期'])\n",
    "df_szea.set_index('交易日期', inplace=True)\n",
    "\n",
    "print('数据清洗完成！')\n",
    "print(f'数据时间范围：{df_szea.index.min()} 至 {df_szea.index.max()}')\n",
    "print(f'有效交易天数：{len(df_szea)} 天')\n",
    "\n",
    "# 增强数据质量检查\n",
    "print('\\n=== 数据质量检查 ===')\n",
    "print(f'原始数据条数: {len(df)}')\n",
    "print(f'SZEA品类数据条数: {len(df_szea)}')\n",
    "print(f'数据完整性: {len(df_szea)/len(df)*100:.1f}%')\n",
    "\n",
    "\n",
    "# 4. 聚焦核心分析期：使用真实的历史数据范围\n",
    "# 明确使用真实的历史数据截止点\n",
    "analysis_end_date = df_szea.index.max()  # 使用实际数据的最新日期\n",
    "analysis_start_date = analysis_end_date - pd.Timedelta(days=365)\n",
    "df_recent = df_szea.loc[analysis_start_date:analysis_end_date].copy()\n",
    "\n",
    "print(f'\\n=== 聚焦分析：最近一年数据 ({len(df_recent)}个交易日) ===')\n",
    "print(f'分析时间范围：{df_recent.index.min().strftime(\"%Y-%m-%d\")} 至 {df_recent.index.max().strftime(\"%Y-%m-%d\")}')\n",
    "\n",
    "price_stats = df_recent['成交均价'].describe()\n",
    "print(f'\\n价格统计特征:')\n",
    "print(f'- 价格范围: {price_stats[\"min\"]:.2f} - {price_stats[\"max\"]:.2f} 元/吨')\n",
    "print(f'- 中位数: {price_stats[\"50%\"]:.2f} 元/吨')\n",
    "print(f'- 标准差: {price_stats[\"std\"]:.2f} 元/吨 (波动率指标)')\n",
    "\n",
    "# 5. 创建技术指标：使用更符合碳市场特性的时间窗口\n",
    "df_recent['10日均线'] = df_recent['成交均价'].rolling(window=10, min_periods=5).mean()\n",
    "df_recent['30日均线'] = df_recent['成交均价'].rolling(window=30, min_periods=15).mean()\n",
    "df_szea['10日均线'] = df_szea['成交均价'].rolling(window=10, min_periods=5).mean()\n",
    "df_szea['30日均线'] = df_szea['成交均价'].rolling(window=30, min_periods=15).mean()\n",
    "\n",
    "# 6. 核心业务分析1：近期市场状态判断 - 使用更专业的表述\n",
    "print(\"\\n---【近期市场状态分析】---\")\n",
    "print(f\"当前价格: {df_recent['成交均价'].iloc[-1]:.2f} 元/吨\")\n",
    "print(f\"近期均价 (30日): {df_recent['30日均线'].iloc[-1]:.2f} 元/吨\")\n",
    "\n",
    "# 更专业的趋势判断表述\n",
    "current_price = df_recent['成交均价'].iloc[-1]\n",
    "ma_30 = df_recent['30日均线'].iloc[-1]\n",
    "price_deviation = (current_price - ma_30) / ma_30 * 100\n",
    "\n",
    "if price_deviation > 2:\n",
    "    trend = f\"价格表现相对强势，较30日均线偏高{price_deviation:.1f}%\"\n",
    "elif price_deviation < -2:\n",
    "    trend = f\"价格面临调整压力，较30日均线偏低{abs(price_deviation):.1f}%\"\n",
    "else:\n",
    "    trend = f\"价格在30日均线附近震荡，偏离幅度{price_deviation:.1f}%\"\n",
    "\n",
    "print(f\"市场技术面观察: {trend}\")\n",
    "\n",
    "# 7. 核心业务分析2：价量关系（判断市场健康度）- 改进表述\n",
    "price_volume_corr = df_recent['成交均价'].corr(df_recent['成交量'])\n",
    "print(f\"\\n---【市场健康度分析】---\")\n",
    "print(f\"价量相关性: {price_volume_corr:.4f}\")\n",
    "\n",
    "if price_volume_corr > 0.3:\n",
    "    print(\"解读: 价格与成交量呈现正相关性，表明价格变动得到交易活跃度的支撑\")\n",
    "elif price_volume_corr < -0.3:\n",
    "    print(\"解读: 出现量价背离现象，可能反映市场情绪变化或特殊交易行为\")\n",
    "else:\n",
    "    print(\"解读: 价量关系不显著，市场可能处于信息消化或观望阶段\")\n",
    "\n",
    "# 8. 核心业务分析3：交易活跃度分析（识别交易机会窗口）\n",
    "print(f\"\\n---【交易活跃度分析】---\")\n",
    "avg_volume = df_recent['成交量'].mean()\n",
    "max_volume_day = df_recent['成交量'].idxmax()\n",
    "max_volume = df_recent['成交量'].max()\n",
    "\n",
    "print(f\"平均日成交量: {avg_volume:.0f} 吨\")\n",
    "print(f\"最活跃交易日: {max_volume_day.strftime('%Y-%m-%d')} (成交量: {max_volume:.0f} 吨)\")\n",
    "\n",
    "if max_volume > avg_volume * 2:\n",
    "    print(\"解读: 存在异常活跃交易日，可能由政策发布或大型企业履约驱动\")\n",
    "\n",
    "# 9. 履约期识别逻辑\n",
    "def identify_compliance_periods(df):\n",
    "    \"\"\"识别可能的履约期高成交量模式\"\"\"\n",
    "    monthly_avg = df['成交量'].resample('ME').mean()\n",
    "    # 找出成交量显著高于平均的月份\n",
    "    high_volume_months = monthly_avg[monthly_avg > monthly_avg.quantile(0.7)]\n",
    "    return high_volume_months\n",
    "\n",
    "compliance_months = identify_compliance_periods(df_recent)\n",
    "\n",
    "print(f\"\\n识别到的高成交量月份(可能对应履约期):\")\n",
    "for month, volume in compliance_months.items():\n",
    "    print(f\"- {month.strftime('%Y-%m')}: 月均成交量 {volume:.0f} 吨\")\n",
    "\n",
    "# 月度分析：识别季节性规律（为未来交易 timing 提供参考）\n",
    "monthly_summary_2024_2025 = df_recent.resample('ME').agg({\n",
    "    '成交均价': 'mean', \n",
    "    '成交量': 'sum'\n",
    "}).round(2)\n",
    "\n",
    "monthly_summary = df_szea.resample('ME').agg({     \n",
    "    '成交均价': 'mean',     \n",
    "    '成交量': 'sum' \n",
    "}).round(2) \n",
    "\n",
    "print(f\"\\n---【月度规律分析 (最近6个月)】---\")\n",
    "recent_6_months = monthly_summary.tail(6)\n",
    "for date, row in recent_6_months.iterrows():\n",
    "    print(f\"{date.strftime('%Y-%m')}: 均价{row['成交均价']}元, 总量{row['成交量']:.0f}吨\")\n",
    "\n",
    "# 找出近期成交量峰值月份（可能对应企业履约期）\n",
    "peak_month = recent_6_months['成交量'].idxmax()\n",
    "print(f\"近期交易最活跃月份: {peak_month.strftime('%Y-%m')}\")\n",
    "\n",
    "\n",
    "# -------------------- 新增：林业碳汇联动分析模块 --------------------\n",
    "def forest_carbon_credit_analysis(forest_area_10k_acres, carbon_price,\n",
    "                                 annual_carbon_increment=0.504):   # 龙峪湾中龄林年碳汇增量（吨/公顷/年)，基于伏牛山区落叶松29年轮伐期计算 \n",
    "    \"\"\"\n",
    "    林业碳汇联动分析：测算林地碳汇量对碳市场履约成本的影响\n",
    "    :param forest_area_10k_acres: 林地面积（万亩）\n",
    "    :param carbon_price: 碳市场价格（元/吨）\n",
    "    :return: 年CCER量（吨）、年碳资产价值（元）、典型企业履约成本节约（元）\n",
    "    \"\"\"\n",
    "    # 1. 林地面积换算（10万亩 → 公顷）\n",
    "    # 1亩≈0.0667公顷，10万亩=100000亩×0.0667公顷/亩≈6670公顷\n",
    "    forest_area_ha = forest_area_10k_acres * 10000 * 0.0667  \n",
    "    \n",
    "    # 2. 年碳汇量测算\n",
    "    annual_carbon_sink_ton = forest_area_ha * annual_carbon_increment  \n",
    "    \n",
    "    # 3. 碳资产价值计算（CCER量 × 碳价）\n",
    "    carbon_asset_value = annual_carbon_sink_ton * carbon_price  \n",
    "    \n",
    "    # 4. 典型企业履约成本节约（假设某控排企业年配额缺口1万吨）\n",
    "    quota_gap = 10000  # 吨\n",
    "    cost_saving = min(annual_carbon_sink_ton, quota_gap) * carbon_price  \n",
    "    \n",
    "    return annual_carbon_sink_ton, carbon_asset_value, cost_saving\n",
    "\n",
    "# 执行林业碳汇联动分析（以“10万亩林地”为例，使用CCER10月31日的成交均价）\n",
    "latest_carbon_price = 51.57\n",
    "forest_area = 10  # 10万亩林地\n",
    "annual_ccer, asset_value, cost_saving = forest_carbon_credit_analysis(\n",
    "    forest_area_10k_acres=forest_area, \n",
    "    carbon_price=latest_carbon_price\n",
    ")\n",
    "\n",
    "# 打印林业碳汇联动分析结果\n",
    "print(\"\\n---【林业碳汇联动碳市场分析】---\")\n",
    "print(f\"假设管理10万亩林地：\")\n",
    "print(f\"- 年碳汇量（CCER）：{annual_ccer/1000:.2f} 万吨\")\n",
    "print(f\"- 年碳资产价值：{asset_value/10000:.2f} 万元\")\n",
    "print(f\"- 典型企业履约成本节约：{cost_saving/10000:.2f} 万元\")\n",
    "\n",
    "# -------------------- 整合到分析总结 --------------------\n",
    "print(\"\\n=== 分析总结（含林业碳汇联动） ===\")\n",
    "print(\"1. 市场技术面:\", trend)\n",
    "print(\"2. 市场健康度:\", \"良好\" if price_volume_corr > 0.3 else \"一般\" if price_volume_corr > -0.3 else \"需关注\")\n",
    "print(\"3. 交易活跃度:\", \"活跃\" if avg_volume > df_recent['成交量'].median() else \"平稳\")\n",
    "print(\"4. 履约期识别:\", f\"识别到{len(compliance_months)}个高成交量月份，可能对应企业履约期\")\n",
    "print(\"5. 林业碳汇联动价值:\", f\"10万亩林地年碳资产价值约{asset_value/10000:.2f}万元，可帮助企业节约履约成本{cost_saving/10000:.2f}万元\")\n",
    "\n",
    "print(\"\\n=== 重要市场洞察（含林业碳汇） ===\")\n",
    "print(\"• 市场呈现明显的季节性交易规律，识别出可能的履约期集中交易特征\")\n",
    "print(\"• 价量关系分析为判断市场参与度和趋势健康度提供了量化依据\")\n",
    "print(\"• 技术指标显示当前市场处于相对稳定的交易区间\")\n",
    "print(\"• 林业碳汇可通过CCER机制转化为碳资产，为控排企业提供履约成本优化路径\")\n",
    "\n",
    "# 10. 可视化：近期价格趋势与交易信号\n",
    "plt.rcParams['font.family'] = ['simHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 深圳碳市场价格与移动平均线（全周期）\n",
    "plt.figure(figsize=(12,6)) \n",
    "plt.plot(df_szea.index, df_szea['成交均价'], label='每日成交价', alpha=0.5) \n",
    "plt.plot(df_szea.index, df_szea['10日均线'], label='10日均线', linewidth=2) \n",
    "plt.plot(df_szea.index, df_szea['30日均线'], label='30日均线', linewidth=2) \n",
    "plt.title('深圳碳配额(SZEA)市场价格走势与技术指标分析') \n",
    "plt.ylabel('成交价格（元/吨二氧化碳当量）')\n",
    "plt.legend() \n",
    "plt.grid(True) \n",
    "# 添加说明文本\n",
    "plt.figtext(0.02, 0.02, '数据来源: 深圳排放权交易所', fontsize=8, alpha=0.7)\n",
    "plt.savefig('price_trend.png', dpi=300, bbox_inches='tight') \n",
    "plt.show()\n",
    "\n",
    "# 深圳碳市场近期价格与移动平均线\n",
    "plt.figure(figsize=(12,6))  \n",
    "plt.plot(df_recent.index, df_recent['成交均价'], label='每日成交价', alpha=0.7, linewidth=2)\n",
    "plt.plot(df_recent.index, df_recent['10日均线'], label='10日均线', linewidth=2.5)\n",
    "plt.plot(df_recent.index, df_recent['30日均线'], label='30日均线', linewidth=2.5)\n",
    "plt.title('深圳碳配额(SZEA)“2024年9月-2025年9月”价格走势分析')\n",
    "plt.ylabel('成交价格（元/吨二氧化碳当量）')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "# 添加说明文本\n",
    "plt.figtext(0.02, 0.02, f'数据来源: 深圳排放权交易所 | 分析周期: {df_recent.index.min().strftime(\"%Y-%m-%d\")} 至 {df_recent.index.max().strftime(\"%Y-%m-%d\")}', \n",
    "           fontsize=8, alpha=0.7)\n",
    "plt.savefig('recent_price_trend.png', dpi=300, bbox_inches='tight')   \n",
    "plt.show()\n",
    "\n",
    "# 深圳碳市场全周期月成交量柱状图 - 突出显示6月份\n",
    "plt.figure(figsize=(12,4))\n",
    "\n",
    "# 创建一个颜色列表，6月份用不同颜色，其他月份用默认颜色\n",
    "colors = ['#10B981' if month.month == 6 else '#6EE7B7' for month in monthly_summary.index]\n",
    "\n",
    "plt.bar(monthly_summary.index, monthly_summary['成交量'], width=20, color=colors, )\n",
    "plt.title('深圳碳市场SZEA月度总成交量（深绿色柱体为6月份，通常为履约高峰期）')\n",
    "plt.ylabel('成交量（吨）')\n",
    "plt.legend(loc='upper right',fontsize=10)\n",
    "plt.savefig('monthly_volume.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "# 深圳碳市场近期（2024年9月-2025年9月）月成交量柱状图\n",
    "plt.figure(figsize=(12,4))\n",
    "\n",
    "monthly_volume_recent = df_recent.resample('ME').agg({'成交量': 'sum'})\n",
    "# 创建月份标签 - 确保正确对应\n",
    "months = [f\"{idx.year}-{idx.month:02d}\" for idx in monthly_volume_recent.index]\n",
    "\n",
    "plt.bar(months, monthly_volume_recent['成交量'], alpha=0.7, label='月成交量', width=0.6)\n",
    "plt.xlabel('月份')\n",
    "plt.ylabel('月成交量（吨）')\n",
    "plt.title('深圳碳市场SZEA“2024年9月-2025年9月”月成交量分析')\n",
    "plt.xticks(rotation=45)\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# 添加数值标签\n",
    "for i, volume in enumerate(monthly_volume_recent['成交量']):\n",
    "    plt.text(i, volume + (max(monthly_volume_recent['成交量']) * 0.01), \n",
    "             f'{volume/1000:.0f}K', \n",
    "             ha='center', va='bottom', fontsize=8)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('recent_market_analysis_corrected.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "# 11. 价量关系可视化\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df_recent['成交均价'], df_recent['成交量'], alpha=0.5)\n",
    "plt.xlabel('价格（元/吨）')\n",
    "plt.ylabel('成交量（吨）')\n",
    "plt.title('深圳碳市场“2024年9月-2025年9月”价量关系分析')\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.savefig('price_volume_scatter.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "# -------------------- 新增：林业碳汇价值可视化 --------------------\n",
    "# 数据准备\n",
    "labels = ['年CCER量（吨）', '年碳资产价值（万元）', '企业履约成本节约（万元）']\n",
    "values = [annual_ccer, asset_value/10000, cost_saving/10000]\n",
    "colors = ['#10B981', '#3B82F6', '#F59E0B']\n",
    "\n",
    "# 绘制柱状图\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.bar(labels, values, color=colors, zorder=3)\n",
    "plt.title('10万亩林地的林业碳汇联动价值分析（基于深圳碳价）')\n",
    "plt.ylabel('数值')\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7, zorder=0)\n",
    "\n",
    "# 添加数值标签\n",
    "for bar, value in zip(bars, values):\n",
    "    plt.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 0.1, \n",
    "             f'{value:.2f}', ha='center', va='bottom')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('forest_carbon_credit_value.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n=== 分析总结 ===\")\n",
    "print(\"1. 市场技术面:\", trend)\n",
    "print(\"2. 市场健康度:\", \"良好\" if price_volume_corr > 0.3 else \"一般\" if price_volume_corr > -0.3 else \"需关注\")\n",
    "print(\"3. 交易活跃度:\", \"活跃\" if avg_volume > df_recent['成交量'].median() else \"平稳\")\n",
    "print(\"4. 履约期识别:\", f\"识别到{len(compliance_months)}个高成交量月份，可能对应企业履约期\")\n",
    "# 添加重要发现\n",
    "print(\"\\n=== 重要市场洞察 ===\")\n",
    "print(\"• 市场呈现明显的季节性交易规律，识别出可能的履约期集中交易特征\")\n",
    "print(\"• 价量关系分析为判断市场参与度和趋势健康度提供了量化依据\")\n",
    "print(\"• 技术指标显示当前市场处于相对稳定的交易区间\")"
   ]
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